The world is awash with increasing amounts of data, and we must keep afloat with our relatively constant perceptual and cognitive abilities.
Visualization provides one means of combating information overload, as a well-designed visual encoding can supplant cognitive calculations with simpler perceptual inferences and improve comprehension, memory, and decision making.
Moreover, visual representations may help engage more diverse audiences in the process of analytic thinking.
By the end of this course, you should expect to be able to:
Design, evaluate, and critique visualization designs.
Individual assignments.
The first three assignments are solo assignments, and should be completed without collaboration.
You are encouraged to ask the instructor and/or TAs for advice during office hours, and to use Piazza to obtain answers to questions from other students.
Team projects.
Team projects, of course, encourage collaboration.
You are encouraged to work together on all parts of the project, and must ensure that every team member is involved in all aspects of the project (design, coding, and documentation).
Although the team will receive a single grade, each team member will be asked to identify their own work product to ensure equitable divison of labor.
Participation in team check-in meetings and project presentations will be evaluated on an individual basis.
Reuse of third-party material.
Unless otherwise stated in an assignment, you are free to use any third-party code, whether as libraries or code fragments, and to adopt any idea you find online or in a book as long as it is publicly available and appropriately cited (see the section on code in the MIT Handbook on Academic Integrity for details).
Lateness.
You have 4 slack days, which you can use as you wish for assignments 1–4.
These days are to be used for minor illnesses, special occasions (such as religious holidays, interviews and sports meet events), and unexpected problems.
Additional extensions will be granted only for serious medical issues with a written note from S^3 (for undergraduate students), the EECS graduate student office (38-444), or the MIT Office of Graduate Education.
Late submissions not covered by a slack day will incur a penalty of 10% of the total available grade for each day of lateness.
Note also that while we will endeavor to return graded work to you as soon as possible, if you use slack days you may miss a grading cycle and receive feedback in the following week.
Resubmitting Assignments.
You may resubmit any assignment with a short (1 paragraph) summary of changes to potentially earn back 50% of the points lost in the original submission.
Resubmissions must occur within 7 days of the original grades being released, and must use the same process as the initial submission.
Slack days may not be applied to extend the resubmission deadline.
The teaching staff will only begin to regrade assignments once the Final Project phase begins, so please be patient.
Class Participation
This course is mixes traditional lectures with more hands-on design exercises, interactive activities, and project presentations.
Your class participation grade assesses your engagement across this spectrum of activites, and also considers your participation in posing and answering questions on the Piazza forum.
Reading Commentaries
Most lectures have one required and several optional readings associated with it.
Lectures will assume that you have read, and are ready to discuss, the day's required reading.
To facilitate the conversation, you are expected to submit a 1–2 paragraph commentary about each required reading on its nb page by noon on the day of the lecture.
You may mark your commentary as "Anonymous to students" if you prefer.
We will drop your two lowest commentary scores for the semester (e.g., you may choose to skip two readings without penalty).
Commentaries should not merely summarize the reading, but rather should exhibit one or more of the following:
Critiques of arguments made in the paper.
Analysis of implications or future directions for work discussed in lecture or readings.
Clarification of some point or detail.
Pose insightful questions, or answer other people's questions.
Acknowledgements
Material for this class has been adapted from classes taught by
Jeffrey Heer at the University of Washington,
Maneesh Agrawala at Stanford University,
Hanspeter Pfister at Harvard University,
Tamara Munzner at the University of British Columbia,
Jessica Hullman and Nick Diakopoulos at Northwestern University,
Niklas Elmqvist at the University of Maryland, College Park,
Enrico Bertini at New York University, and
Sheelagh Carpendale at Simon Fraser University.
Thanks also to Michael Correll at Tableau Research.
The class draws heavily on materials and examples found online, and we try our best to give credit by linking to the original source.
Please contact us if you find materials where credit is missing or that you would rather have removed.
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"year": "2010",
"url": "https://queue.acm.org/detail.cfm?id=1805128",
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{
"title": "Postmortem of an Example",
"venue": "Graphics and Graphic Information-Processing",
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"year": "2011",
"url": "http://nb.mit.edu/f/57408",
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"url": "http://nb.mit.edu/f/57430",
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"year": "2015",
"url": "http://nb.mit.edu/f/57455",
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"venue": "IEEE InfoVis",
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"url": "http://nb.mit.edu/f/57829",
"required": false,
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"title": "Visualization Rhetoric: Framing Effects in Narrative Visualization.",
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"url": "http://nb.mit.edu/f/57855",
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{
"title": "Frames and Slants in Titles of Visualizations on Controversial Topics",
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"year": "2018",
"url": "http://nb.mit.edu/f/57849",
"required": false
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{
"title": "Narrative Visualization: Telling Stories with Data",
"authors": "Edward Segel and Jeffrey Heer",
"venue": "IEEE InfoVis",
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"url": "http://nb.mit.edu/f/57856",
"required": false
},
{
"title": "Data Through Others’ Eyes: The Impact of Visualizing Others' Expectations on Visualization Interpretation",
"authors": "Yea-Seul Kim, Katharina Reinecke, and Jessica Hullman",
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"year": "2017",
"url": "http://nb.mit.edu/f/57857",
"required": false
}
],
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{
"date": "Sat 2/29",
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},
{
"theme": "Introduction to D3",
"lectures": [
{
"date": "Mon 3/2",
"title": "The Data Join: Enter, Update, Exit",
"readings": [
{
"title": "D3: Data-Driven Documents",
"venue": "IEEE InfoVis",
"authors": "Michael Bostock, Vadim Ogievetsky, and Jeffrey Heer",
"year": "2011",
"url": "http://nb.mit.edu/f/57463",
"required": true
},
{
"title": "Declarative Language Design for Interactive Visualization",
"venue": "IEEE InfoVis",
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"year": "2010",
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],
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],
"slides": "https://observablehq.com/@mitvis/introduction-to-d3"
},
{
"date": "Wed 3/4",
"title": "SVG, Scales, Axes & Legends",
"readings": [
{
"title": "Exploring and Finding Information",
"authors": "Peter Pirolli",
"venue": "HCI Models, Theories, and Frameworks: Toward a Multidisciplinary Science",
"year": "2003",
"url": "http://nb.mit.edu/f/57508",
"required": true
},
{
"title": "Vega-Lite: A Grammar of Interactive Graphics",
"authors": "Arvind Satyanarayan, Dominik Moritz, Kanit Wongsuphasawat, and Jeffrey Heer",
"venue": "IEEE InfoVis",
"year": "2016",
"url": "http://nb.mit.edu/f/57509",
"required": false
},
{
"title": "Declarative Interaction Design for Data Visualization",
"authors": "Arvind Satyanarayan, Kanit Wongsuphasawat, and Jeffrey Heer",
"venue": "ACM UIST",
"year": "2014",
"url": "http://nb.mit.edu/f/57510",
"required": false
}
],
"assignments": [],
"slides": "https://observablehq.com/@mitvis/introduction-to-d3"
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{
"date": "Fri 3/6",
"readings": [],
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{
"name": "A4 Team Registration",
"url": "https://docs.google.com/forms/d/e/1FAIpQLSdmlM99ru7V9zMhgFI79by3C50qt9WyT8lLlyLv6s0GXEME0Q/viewform",
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},
{
"theme": "Interactive Visualization",
"lectures": [
{
"date": "Mon 3/9",
"title": "A Tour through the Interaction Zoo",
"readings": [
{
"title": "Interaction in Vega-Lite",
"url": "https://observablehq.com/@uwdata/interaction?collection=@uwdata/visualization-curriculum",
"required": false
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{
"title": "Direct Manipulation Interfaces",
"authors": "Edwin L. Hutchins, James D. Hollan, Donald A. Norman",
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"year": "1985",
"url": "http://nb.mit.edu/f/57505",
"required": false
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{
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"year": "2019",
"url": "http://nb.mit.edu/f/57461",
"required": false
}
],
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"title": "Animation: Can It Facilitate?",
"authors": "Barbara Tversky, Julie Morrison, Mireille Betrancourt",
"venue": "International Journal of Human Computer Studies",
"year": "2002",
"url": "http://nb.mit.edu/f/57859",
"required": false
},
{
"title": "Animated Transitions in Statistical Data Graphics",
"authors": "Jeffrey Heer and George Robertson",
"venue": "IEEE InfoVis",
"year": "2007",
"url": "http://nb.mit.edu/f/57407",
"required": false
}
],
"assignments": [
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{
"theme": "Assignment 4 Demos",
"cancelled": true,
"lectures": [
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"title": "A4 Demos",
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"name": "A4 Initial Submission",
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{
"name": "A4 Peer Critique",
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{
"date": "Wed 3/18",
"title": "A4 Demos",
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},
{
"date": "Fri, 3/20",
"readings": [],
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}
]
},
{
"theme": "Spring Break",
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},
{
"theme": "",
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{
"date": "Mon 3/30",
"title": "Narrative Visualization",
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"name": "A3 Part 2 (Critical Reading)",
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{
"name": "A4 Final Submission",
"url": "./A4.html",
"status": "due"
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{
"name": "A2 Resubmissions (optional)",
"url": "https://docs.google.com/forms/d/e/1FAIpQLSc1ldwc8MljHEZrnRJ6jZBMreFSbp_owL8tDuGD2s3ipivTKw/viewform",
"status": "due"
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],
"slides": "./lectures/13-Narrative.pdf"
},
{
"date": "Wed 4/1",
"title": "Error & Uncertainty",
"readings": [
{
"title": "Why Authors Don't Visualize Uncertainty",
"authors": "Jessica Hullman",
"venue": "IEEE InfoVis",
"year": "2019",
"url": "http://nb.mit.edu/f/57864",
"required": true
},
{
"title": "Error Bars Considered Harmful: Exploring Alternate Encodings for Mean and Error",
"authors": "Michael Correll and Michael Gleicher",
"venue": "IEEE InfoVis",
"year": "2014",
"url": "http://nb.mit.edu/f/57865",
"required": false
},
{
"title": "Hypothetical Outcome Plots Outperform Error Bars and Violin Plots for Inferences about Reliability of Variable Ordering",
"authors": "Jessica Hullman, Paul Resnick, Eytan Adar",
"venue": "PLOS ONE",
"year": "2015",
"url": "https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0142444",
"required": false
},
{
"title": "When(ish) is My Bus? User-Centered Visualizations of Uncertainty in Everyday, Mobile Predictive Systems",
"authors": "Matthew Kay, Tara Kola, Jessica R. Hullman, Sean A. Munson",
"venue": "ACM CHI",
"year": "2016",
"url": "http://nb.mit.edu/f/57867",
"required": false
},
{
"title": "The Visual Uncertainty Experience",
"authors": "Jessica Hullman",
"venue": "OpenVis Conf",
"year": "2016",
"url": "https://www.youtube.com/watch?v=pTVAn4oLvbc",
"required": false
}
],
"assignments": [],
"slides": "./lectures/14-Uncertainty.pdf"
},
{
"date": "Fri 4/3",
"assignments": [
{
"name": "Final Project Proposals",
"url": "./FP.html",
"status": "due"
}
],
"readings": []
}
]
},
{
"theme": "",
"lectures": [
{
"date": "Mon 4/6",
"title": "Mapping & Cartography",
"readings": [],
"assignments": [],
"slides": "./lectures/15-Maps.pdf"
},
{
"date": "Wed 4/8",
"title": "Networks & Text Visualization",
"readings": [
{
"title": "Guidelines for Effective Usage of Text Highlighting Techniques",
"authors": "Hendrik Strobelt, Daniela Oelke, Bum Chul Kwon, Tobias Schreck, and Hanspeter Pfister",
"venue": "IEEE InfoVis",
"year": "2016",
"url": "http://nb.mit.edu/f/57870",
"required": false
},
{
"title": "Mapping Text with Phrase Nets",
"authors": "Frank van Ham, Martin Wattenberg & Fernanda Viégas",
"venue": "IEEE InfoVis",
"year": "2009",
"url": "http://nb.mit.edu/f/57871",
"required": false
}
],
"assignments": []
}
]
},
{
"theme": "Machine Learning Interpretability",
"lectures": [
{
"date": "Mon 4/13",
"title": "Techniques for ML Interpretability",
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